# Tyler (@tgwxyz) on x

- id: koinon:creator:x_tgwxyz
- url: https://koinonlink.com/kol/x/tgwxyz
- schema_version: 1.4

## Identity
- platform: x
- handle: tgwxyz
- platform_url: https://twitter.com/tgwxyz
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1261
- following: 482
- posts_total: 646
- posts_observed: 5
- posts_per_day: 0.391
- account_age_days: 1654
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.08803
- best_post_interactions: 111
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: finance
- subcategory: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Bitcoin technical distinctions, Crypto lore and historical events, Stablecoin backing strategies, Investor classes in digital assets
- bio: Chief Strategy Officer @Tyr_Capital | Digital assets yield generation

## Audience (inferred)
- status: present
- description: Crypto investors and digital asset enthusiasts focused on Bitcoin mechanics, stablecoins, and yield strategies
- roles: none
- seniority: practitioner
- pain_points: Distinguishing technical nuances like Bitcoin vs bitcoin capitalization, Evaluating risks in stablecoin backing mechanisms such as UST, Aligning expectations across different classes of crypto investors
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 65
- authenticity_basis: engagement_observed
- credibility_score: 65
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_tgwxyz#1d8405a4] Correct- seen it far too many times, there’s almost no exceptions. If you have two different classes of investors, they’re going to want different things, and equity holders will only be aligned with token holders when it’s convenient (https://twitter.com/tgwxyz/status/1991657785214263551)
- [x_tgwxyz#6e435342] https://t.co/WssG9fih4m
- [x_tgwxyz#00e69d56] Some good crypto lore is that Do Kwon said this about backing UST with BTC “The reason I want to get to $10B, is that besides Satoshi, we will be the largest single holder of Bitcoin in the world. In that case, like within the crypto industry, the failure of UST is equivalent to 
- [x_tgwxyz#b2ac7415] Most people don't know there's a difference between Bitcoin and bitcoin. The capitalization isn't a stylistic preference, it's a real technical distinction between the network and the asset. I didn't know this for a long time, and when it clicked it changed how I thought about th

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=80, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=110, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 80
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 7
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_tgwxyz
- Request removal: https://koinonlink.com/claim?k=x_tgwxyz
- Terms: https://koinonlink.com/for-ai